Add files using upload-large-folder tool
Browse files- .gitattributes +1 -0
- README.md +87 -0
- libs/gemma-4-E2B-it-q4f16_1-MLC-webgpu.wasm +3 -0
- mlc-chat-config.json +171 -0
- params_shard_0.bin +3 -0
- params_shard_1.bin +3 -0
- params_shard_10.bin +3 -0
- params_shard_11.bin +3 -0
- params_shard_12.bin +3 -0
- params_shard_13.bin +3 -0
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- params_shard_18.bin +3 -0
- params_shard_19.bin +3 -0
- params_shard_2.bin +3 -0
- params_shard_20.bin +3 -0
- params_shard_21.bin +3 -0
- params_shard_22.bin +3 -0
- params_shard_23.bin +3 -0
- params_shard_24.bin +3 -0
- params_shard_25.bin +3 -0
- params_shard_26.bin +3 -0
- params_shard_27.bin +3 -0
- params_shard_28.bin +3 -0
- params_shard_29.bin +3 -0
- params_shard_3.bin +3 -0
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- params_shard_32.bin +3 -0
- params_shard_33.bin +3 -0
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- params_shard_4.bin +3 -0
- params_shard_40.bin +3 -0
- params_shard_41.bin +3 -0
- params_shard_5.bin +3 -0
- params_shard_6.bin +3 -0
- params_shard_7.bin +3 -0
- params_shard_8.bin +3 -0
- params_shard_9.bin +3 -0
- release-manifest.json +246 -0
- tensor-cache.json +0 -0
- tokenizer.json +3 -0
- tokenizer_config.json +74 -0
.gitattributes
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@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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license: gemma
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base_model: google/gemma-4-E2B-it
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base_model_relation: quantized
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pipeline_tag: text-generation
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tags:
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- MLC-LLM
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- web-llm
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- webgpu
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- gemma4
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- quantized
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- browser
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---
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# Gemma 4 E2B IT q4f16_1 MLC
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Text-first MLC/WebLLM packaging of `google/gemma-4-E2B-it` in `q4f16_1` for browser-local WebGPU and MLC-LLM runtimes.
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## Model Details
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- Base model: `google/gemma-4-E2B-it`
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- Quantization: `q4f16_1`
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- Runtime target: `webgpu`
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- Model type: `gemma4`
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- Conversation template: `gemma_instruction`
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- Packaged context window: `4096`
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- Sliding window size: `512`
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- Prefill chunk size: `1024`
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- Parameter shards: `42`
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- Quantized parameter size: `2.453 GB`
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- Total artifact size: `2.676 GB`
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- WebGPU model library: `8.7 MB`
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- Release manifest: `release-manifest.json`
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`q4f16_1` is used here as the default browser-focused MLC target: 4-bit weights with FP16 runtime dtype.
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## Usage
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| 38 |
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### Chat
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```bash
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mlc_llm chat HF://welcoma/gemma-4-E2B-it-q4f16_1-MLC
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```
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### WebLLM Integration
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```ts
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import { CreateMLCEngine } from "@mlc-ai/web-llm";
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const repo = "https://huggingface.co/welcoma/gemma-4-E2B-it-q4f16_1-MLC";
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const appConfig = {
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model_list: [
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{
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model: repo,
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model_id: "gemma-4-E2B-it-q4f16_1-MLC",
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| 57 |
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model_lib: `${repo}/resolve/main/libs/gemma-4-E2B-it-q4f16_1-MLC-webgpu.wasm`,
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| 58 |
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required_features: ["shader-f16"],
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| 59 |
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},
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| 60 |
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],
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};
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const engine = await CreateMLCEngine("gemma-4-E2B-it-q4f16_1-MLC", {
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appConfig,
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});
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```
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| 67 |
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| 68 |
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## Files
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| 69 |
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- `mlc-chat-config.json`: MLC runtime configuration
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| 71 |
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- `tokenizer.json`: fast tokenizer data
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| 72 |
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- `tokenizer_config.json`: tokenizer settings
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| 73 |
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- `params_shard_*.bin`: quantized parameter shards
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| 74 |
+
- `tensor-cache.json`: tensor metadata cache
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| 75 |
+
- `release-manifest.json`: file inventory with SHA-256 hashes
|
| 76 |
+
- `libs/gemma-4-E2B-it-q4f16_1-MLC-webgpu.wasm`: compiled WebGPU model library
|
| 77 |
+
|
| 78 |
+
## Limitations
|
| 79 |
+
|
| 80 |
+
- This package is text-first. It does not expose Gemma 4 image or audio features in WebLLM.
|
| 81 |
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- The packaged context window is `4096`, even though the base model advertises a much larger native context length.
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| 82 |
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- This build currently depends on a Gemma 4 patchset on top of `mlc-llm`; upstream support is still being worked on.
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| 83 |
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- Browser use still requires WebGPU and `shader-f16` support.
|
| 84 |
+
|
| 85 |
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## License
|
| 86 |
+
|
| 87 |
+
This repository follows the same license and usage terms as the base model, `google/gemma-4-E2B-it`.
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libs/gemma-4-E2B-it-q4f16_1-MLC-webgpu.wasm
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version https://git-lfs.github.com/spec/v1
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oid sha256:8cddead6ca42c5c0d2cb0815dc2a59c0cf9fb5e3f3e38b2958804c60e89879c9
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size 9056365
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mlc-chat-config.json
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| 1 |
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{
|
| 2 |
+
"version": "0.1.0",
|
| 3 |
+
"model_type": "gemma4",
|
| 4 |
+
"quantization": "q4f16_1",
|
| 5 |
+
"model_config": {
|
| 6 |
+
"text_config": {
|
| 7 |
+
"hidden_size": 1536,
|
| 8 |
+
"intermediate_size": 6144,
|
| 9 |
+
"num_hidden_layers": 35,
|
| 10 |
+
"vocab_size": 262144,
|
| 11 |
+
"attention_bias": false,
|
| 12 |
+
"attention_dropout": 0.0,
|
| 13 |
+
"num_attention_heads": 8,
|
| 14 |
+
"num_key_value_heads": 1,
|
| 15 |
+
"head_dim": 256,
|
| 16 |
+
"rms_norm_eps": 1e-06,
|
| 17 |
+
"hidden_activation": "gelu_pytorch_tanh",
|
| 18 |
+
"context_window_size": 131072,
|
| 19 |
+
"prefill_chunk_size": 8192,
|
| 20 |
+
"sliding_window_size": 512,
|
| 21 |
+
"layer_types": [
|
| 22 |
+
"sliding_attention",
|
| 23 |
+
"sliding_attention",
|
| 24 |
+
"sliding_attention",
|
| 25 |
+
"sliding_attention",
|
| 26 |
+
"full_attention",
|
| 27 |
+
"sliding_attention",
|
| 28 |
+
"sliding_attention",
|
| 29 |
+
"sliding_attention",
|
| 30 |
+
"sliding_attention",
|
| 31 |
+
"full_attention",
|
| 32 |
+
"sliding_attention",
|
| 33 |
+
"sliding_attention",
|
| 34 |
+
"sliding_attention",
|
| 35 |
+
"sliding_attention",
|
| 36 |
+
"full_attention",
|
| 37 |
+
"sliding_attention",
|
| 38 |
+
"sliding_attention",
|
| 39 |
+
"sliding_attention",
|
| 40 |
+
"sliding_attention",
|
| 41 |
+
"full_attention",
|
| 42 |
+
"sliding_attention",
|
| 43 |
+
"sliding_attention",
|
| 44 |
+
"sliding_attention",
|
| 45 |
+
"sliding_attention",
|
| 46 |
+
"full_attention",
|
| 47 |
+
"sliding_attention",
|
| 48 |
+
"sliding_attention",
|
| 49 |
+
"sliding_attention",
|
| 50 |
+
"sliding_attention",
|
| 51 |
+
"full_attention",
|
| 52 |
+
"sliding_attention",
|
| 53 |
+
"sliding_attention",
|
| 54 |
+
"sliding_attention",
|
| 55 |
+
"sliding_attention",
|
| 56 |
+
"full_attention"
|
| 57 |
+
],
|
| 58 |
+
"position_embedding_base": 10000.0,
|
| 59 |
+
"global_position_embedding_base": 1000000.0,
|
| 60 |
+
"hidden_size_per_layer_input": 256,
|
| 61 |
+
"vocab_size_per_layer_input": 262144,
|
| 62 |
+
"num_global_key_value_heads": 1,
|
| 63 |
+
"global_head_dim": 512,
|
| 64 |
+
"attention_k_eq_v": false,
|
| 65 |
+
"num_kv_shared_layers": 20,
|
| 66 |
+
"enable_moe_block": false,
|
| 67 |
+
"use_double_wide_mlp": true,
|
| 68 |
+
"num_experts": null,
|
| 69 |
+
"top_k_experts": null,
|
| 70 |
+
"moe_intermediate_size": null,
|
| 71 |
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"final_logit_softcapping": 30.0,
|
| 72 |
+
"tensor_parallel_shards": 1,
|
| 73 |
+
"max_batch_size": 1,
|
| 74 |
+
"kwargs": {
|
| 75 |
+
"bos_token_id": 2,
|
| 76 |
+
"dtype": "bfloat16",
|
| 77 |
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"eos_token_id": 1,
|
| 78 |
+
"expert_intermediate_size": null,
|
| 79 |
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"initializer_range": 0.02,
|
| 80 |
+
"model_type": "gemma4_text",
|
| 81 |
+
"pad_token_id": 0,
|
| 82 |
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"rope_parameters": {
|
| 83 |
+
"full_attention": {
|
| 84 |
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"partial_rotary_factor": 0.25,
|
| 85 |
+
"rope_theta": 1000000.0,
|
| 86 |
+
"rope_type": "proportional"
|
| 87 |
+
},
|
| 88 |
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"sliding_attention": {
|
| 89 |
+
"rope_theta": 10000.0,
|
| 90 |
+
"rope_type": "default"
|
| 91 |
+
}
|
| 92 |
+
},
|
| 93 |
+
"sliding_window": 512,
|
| 94 |
+
"tie_word_embeddings": true,
|
| 95 |
+
"use_bidirectional_attention": null,
|
| 96 |
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"use_cache": true
|
| 97 |
+
}
|
| 98 |
+
},
|
| 99 |
+
"vocab_size": 262144,
|
| 100 |
+
"tensor_parallel_shards": 1,
|
| 101 |
+
"max_batch_size": 128,
|
| 102 |
+
"context_window_size": 4096,
|
| 103 |
+
"sliding_window_size": 512,
|
| 104 |
+
"prefill_chunk_size": 1024,
|
| 105 |
+
"is_text_model": false
|
| 106 |
+
},
|
| 107 |
+
"vocab_size": 262144,
|
| 108 |
+
"context_window_size": 4096,
|
| 109 |
+
"sliding_window_size": 512,
|
| 110 |
+
"prefill_chunk_size": 1024,
|
| 111 |
+
"attention_sink_size": -1,
|
| 112 |
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"tensor_parallel_shards": 1,
|
| 113 |
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"pipeline_parallel_stages": 1,
|
| 114 |
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"active_vocab_size": 262144,
|
| 115 |
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"temperature": 1.0,
|
| 116 |
+
"presence_penalty": 0.0,
|
| 117 |
+
"frequency_penalty": 0.0,
|
| 118 |
+
"repetition_penalty": 1.0,
|
| 119 |
+
"top_p": 0.95,
|
| 120 |
+
"tokenizer_files": [
|
| 121 |
+
"tokenizer.json",
|
| 122 |
+
"tokenizer_config.json"
|
| 123 |
+
],
|
| 124 |
+
"tokenizer_info": {
|
| 125 |
+
"token_postproc_method": "byte_fallback",
|
| 126 |
+
"prepend_space_in_encode": false,
|
| 127 |
+
"strip_space_in_decode": false
|
| 128 |
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},
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|
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|
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|
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|
| 144 |
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|
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| 1 |
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| 2 |
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| 3 |
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| 231 |
+
"path": "tensor-cache.json",
|
| 232 |
+
"size_bytes": 315107,
|
| 233 |
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"sha256": "dd1d229ea83835a3be371dc6e69890e4f155b3ee4320dd9e534e962157a4753a"
|
| 234 |
+
},
|
| 235 |
+
{
|
| 236 |
+
"path": "tokenizer.json",
|
| 237 |
+
"size_bytes": 32169626,
|
| 238 |
+
"sha256": "cc8d3a0ce36466ccc1278bf987df5f71db1719b9ca6b4118264f45cb627bfe0f"
|
| 239 |
+
},
|
| 240 |
+
{
|
| 241 |
+
"path": "tokenizer_config.json",
|
| 242 |
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"size_bytes": 2068,
|
| 243 |
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"sha256": "97af7f9a43d9c26b4ae9558b39c2d6ffed60b9869f2cf2b9a5282b05c6dac67c"
|
| 244 |
+
}
|
| 245 |
+
]
|
| 246 |
+
}
|
tensor-cache.json
ADDED
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tokenizer.json
ADDED
|
@@ -0,0 +1,3 @@
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:cc8d3a0ce36466ccc1278bf987df5f71db1719b9ca6b4118264f45cb627bfe0f
|
| 3 |
+
size 32169626
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,74 @@
|
|
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|
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|
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|
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|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"audio_token": "<|audio|>",
|
| 3 |
+
"backend": "tokenizers",
|
| 4 |
+
"boa_token": "<|audio>",
|
| 5 |
+
"boi_token": "<|image>",
|
| 6 |
+
"bos_token": "<bos>",
|
| 7 |
+
"eoa_token": "<audio|>",
|
| 8 |
+
"eoc_token": "<channel|>",
|
| 9 |
+
"eoi_token": "<image|>",
|
| 10 |
+
"eos_token": "<eos>",
|
| 11 |
+
"eot_token": "<turn|>",
|
| 12 |
+
"escape_token": "<|\"|>",
|
| 13 |
+
"etc_token": "<tool_call|>",
|
| 14 |
+
"etd_token": "<tool|>",
|
| 15 |
+
"etr_token": "<tool_response|>",
|
| 16 |
+
"extra_special_tokens": [
|
| 17 |
+
"<|video|>"
|
| 18 |
+
],
|
| 19 |
+
"image_token": "<|image|>",
|
| 20 |
+
"mask_token": "<mask>",
|
| 21 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 22 |
+
"pad_token": "<pad>",
|
| 23 |
+
"padding_side": "left",
|
| 24 |
+
"processor_class": "Gemma4Processor",
|
| 25 |
+
"response_schema": {
|
| 26 |
+
"type": "object",
|
| 27 |
+
"properties": {
|
| 28 |
+
"role": {
|
| 29 |
+
"const": "assistant"
|
| 30 |
+
},
|
| 31 |
+
"thinking": {
|
| 32 |
+
"type": "string"
|
| 33 |
+
},
|
| 34 |
+
"content": {
|
| 35 |
+
"type": "string"
|
| 36 |
+
},
|
| 37 |
+
"tool_calls": {
|
| 38 |
+
"x-regex-iterator": "<\\|tool_call>(.*?)<tool_call\\|>",
|
| 39 |
+
"type": "array",
|
| 40 |
+
"items": {
|
| 41 |
+
"type": "object",
|
| 42 |
+
"properties": {
|
| 43 |
+
"type": {
|
| 44 |
+
"const": "function"
|
| 45 |
+
},
|
| 46 |
+
"function": {
|
| 47 |
+
"type": "object",
|
| 48 |
+
"x-regex": "call\\:(?P<name>\\w+)(?P<arguments>\\{.*\\})",
|
| 49 |
+
"properties": {
|
| 50 |
+
"name": {
|
| 51 |
+
"type": "string"
|
| 52 |
+
},
|
| 53 |
+
"arguments": {
|
| 54 |
+
"type": "object",
|
| 55 |
+
"x-parser": "gemma4-tool-call",
|
| 56 |
+
"additionalProperties": {}
|
| 57 |
+
}
|
| 58 |
+
}
|
| 59 |
+
}
|
| 60 |
+
}
|
| 61 |
+
}
|
| 62 |
+
}
|
| 63 |
+
},
|
| 64 |
+
"x-regex": "(\\<\\|channel\\>thought\\n(?P<thinking>.*?)\\<channel\\|\\>)?(?P<content>(?:(?!\\<\\|tool_call\\>)(?!\\<turn\\|\\>).)+)?(?P<tool_calls>\\<\\|tool_call\\>.*\\<tool_call\\|\\>)?(?:\\<turn\\|\\>)?"
|
| 65 |
+
},
|
| 66 |
+
"soc_token": "<|channel>",
|
| 67 |
+
"sot_token": "<|turn>",
|
| 68 |
+
"stc_token": "<|tool_call>",
|
| 69 |
+
"std_token": "<|tool>",
|
| 70 |
+
"str_token": "<|tool_response>",
|
| 71 |
+
"think_token": "<|think|>",
|
| 72 |
+
"tokenizer_class": "GemmaTokenizer",
|
| 73 |
+
"unk_token": "<unk>"
|
| 74 |
+
}
|